Uniform distributions in a class of convex polyhedrons with applications to drug combination studies
Motivated by experimental designs for drug combination studies, in this paper, we propose a novel approach for generating a uniform distribution on an arbitrary tetragon in two-dimensional Euclidean space . The key idea is to construct a one-to-one transformation between an arbitrary tetragon and the unit square [0,1]2. This transformation then provides a stochastic representation (SR) for the random vector uniformly distributed on the tetragon. An algorithm is proposed for generating a uniform distribution in an arbitrary triangular prism in . In addition, we develop methods for generating uniform distributions in a class of convex polyhedrons in n-dimensional Euclidean space . In particular, SRs for uniform distributions in regions with order restrictions are presented. We apply the proposed method to the experimental design for a drug combination study.
Year of publication: |
2009
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Authors: | Tian, Guo-Liang ; Fang, Hong-Bin ; Tan, Ming ; Qin, Hong ; Tang, Man-Lai |
Published in: |
Journal of Multivariate Analysis. - Elsevier, ISSN 0047-259X. - Vol. 100.2009, 8, p. 1854-1865
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Publisher: |
Elsevier |
Keywords: | Uniform design Uniform distribution Tetragon Stochastic representation Convex polyhedron Drug combination study |
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